def test_all_constraints_multiplier_model(data):

    model = MultiplierModelBase(data, 0, MultiplierInputOrientedModel())

    bounds = {'I1': (None, 0.4)}
    model = MultiplierModelWithVirtualWeightRestrictions(model, bounds)

    abs_bounds = {'I2': (None, 0.2)}
    model = MultiplierModelWithAbsoluteWeightRestrictions(model, abs_bounds)

    ratio_bounds = {('I1', 'I2'): (None, 0.4), ('O1', 'O2'): (0.01, None)}
    model = MultiplierModelWithPriceRatioConstraints(model, ratio_bounds)
    start_time = datetime.datetime.now()
    model_solution = model.run()
    end_time = datetime.datetime.now()
    utils_for_tests.check_if_category_is_within_abs_limits(
        model_solution, abs_bounds)
    utils_for_tests.check_if_category_is_within_virtual_limits(
        model_solution, bounds)
    utils_for_tests.check_if_category_is_within_price_ratio_constraints(
        model_solution, ratio_bounds)

    work_book = Workbook()
    writer = XLSWriter(Parameters(), work_book, datetime.datetime.today(),
                       (end_time - start_time).total_seconds())
    writer.write_data(model_solution)
    work_book.save('tests/test_all_constraints_multi_output.xls')
def test_all_constraints_multiplier_model(data):

    model = MultiplierModelBase(data, 0,
                                MultiplierInputOrientedModel())

    bounds = {'I1': (None, 0.4)}
    model = MultiplierModelWithVirtualWeightRestrictions(model, bounds)

    abs_bounds = {'I2': (None, 0.2)}
    model = MultiplierModelWithAbsoluteWeightRestrictions(model, abs_bounds)

    ratio_bounds = {('I1', 'I2'): (None, 0.4), ('O1', 'O2'): (0.01, None)}
    model = MultiplierModelWithPriceRatioConstraints(model, ratio_bounds)
    start_time = datetime.datetime.now()
    model_solution = model.run()
    end_time = datetime.datetime.now()
    utils_for_tests.check_if_category_is_within_abs_limits(
        model_solution, abs_bounds)
    utils_for_tests.check_if_category_is_within_virtual_limits(
        model_solution, bounds)
    utils_for_tests.check_if_category_is_within_price_ratio_constraints(
        model_solution, ratio_bounds)

    work_book = xlwt.Workbook()
    writer = XLSWriter(Parameters(), work_book, datetime.datetime.today(),
                       (end_time - start_time).total_seconds())
    writer.write_data(model_solution)
    work_book.save('tests/test_all_constraints_multi_output.xls')
def test_virtual_weight_restrictions_multiplier_model(data):

    model = MultiplierModelBase(data, 0, MultiplierInputOrientedModel())

    bounds = {'I1': (None, 0.5)}
    model = MultiplierModelWithVirtualWeightRestrictions(model, bounds)
    start_time = datetime.datetime.now()
    model_solution = model.run()
    end_time = datetime.datetime.now()
    utils_for_tests.check_if_category_is_within_virtual_limits(
        model_solution, bounds)

    work_book = Workbook()
    writer = XLSWriter(Parameters(), work_book, datetime.datetime.today(),
                       (end_time - start_time).total_seconds())
    writer.write_data(model_solution)
    work_book.save('tests/test_virtual_weights_multi_output.xls')
def test_virtual_weight_restrictions_multiplier_model(data):

    model = MultiplierModelBase(data, 0,
                                MultiplierInputOrientedModel())

    bounds = {'I1': (None, 0.5)}
    model = MultiplierModelWithVirtualWeightRestrictions(model, bounds)
    start_time = datetime.datetime.now()
    model_solution = model.run()
    end_time = datetime.datetime.now()
    utils_for_tests.check_if_category_is_within_virtual_limits(
        model_solution, bounds)

    work_book = xlwt.Workbook()
    writer = XLSWriter(Parameters(), work_book, datetime.datetime.today(),
                       (end_time - start_time).total_seconds())
    writer.write_data(model_solution)
    work_book.save('tests/test_virtual_weights_multi_output.xls')
def test_virual_restrictions_env_model(data):
    model = EnvelopmentModelBase(data,
                                 EnvelopmentModelInputOriented(
                                     generate_upper_bound_for_efficiency_score),
                                 DefaultConstraintCreator())

    bounds = {'I2': (0.01, 0.5)}
    model = EnvelopmentModelWithVirtualWeightRestrictions(model, bounds)
    start_time = datetime.datetime.now()
    model_solution = model.run()
    end_time = datetime.datetime.now()
    utils_for_tests.check_if_category_is_within_virtual_limits(
        model_solution, bounds)

    work_book = xlwt.Workbook()
    writer = XLSWriter(Parameters(), work_book, datetime.datetime.today(),
                       (end_time - start_time).total_seconds())
    writer.write_data(model_solution)
    work_book.save('tests/test_virtual_constraints_env_output.xls')
def test_virual_restrictions_env_model(data):
    model = EnvelopmentModelBase(
        data,
        EnvelopmentModelInputOriented(
            generate_upper_bound_for_efficiency_score),
        DefaultConstraintCreator())

    bounds = {'I2': (0.01, 0.5)}
    model = EnvelopmentModelWithVirtualWeightRestrictions(model, bounds)
    start_time = datetime.datetime.now()
    model_solution = model.run()
    end_time = datetime.datetime.now()
    utils_for_tests.check_if_category_is_within_virtual_limits(
        model_solution, bounds)

    work_book = Workbook()
    writer = XLSWriter(Parameters(), work_book, datetime.datetime.today(),
                       (end_time - start_time).total_seconds())
    writer.write_data(model_solution)
    work_book.save('tests/test_virtual_constraints_env_output.xls')